Skip to main content
Powered by ShareScore

Find research datasets worth reusing

Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.

831

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

831 results for “automaticity”

Learn how ShareScore rates datasets ↗
zenodo36/100

Automatic Featurization Aided Data-Driven Method for Estimating the Presence of Intermetallic Phase in Multi-Principal Element Alloys

<p><strong>Description:</strong></p> <p>There are two folders in the dataset:</p> <p><strong>(A. ) AutomaticFeaturizerMPEA.zip</strong> :&nbsp;</p> <p>AutomaticFeaturizerMPEA.pynb is an interactive computational environment developed in python programming language to compute the properties of Multi Principal-component Element Alloy (MPEA) system .</p> <p>The code present in the .ipynb file is capable of firstly extracting composition feature from the name of MPEA and then compute thermodynamic/physical and chemical properties using these composition features. The properties that can be automatically calculated and featurized by the code are:&nbsp;<br> 1. Valence Electron Concentration<br> 2. Average Melting Temperature<br> 3. Enthalpy of Mixing<br> 4. Entropy of Mixing<br> 5. Electronegativity<br> 6. Atomic size difference<br> 7. Omega parameter &nbsp;<br> 8. 41 elemental composition</p> <p>The primary source used for the calculation of these alloy properties are taken from two python libraries: &quot;pymatgen&quot; and &quot;matminer&quot;.&nbsp;</p> <p>The AutomaticFeaturizerMPEA.pynb is not only capable of calculating an alloy&#39;s properties but also featurizes them along with the composition and export it as a .csv file for further machine learning training process. The AutomaticFeaturizerMPEA.pynb file consists of two parts:</p> <p>1. &quot;Part 1&quot;: A sample set of 25 MPEAs is used to demonstarte how to calculate &amp; featurize the porperties and composition of alloy, save the calculated values in a .csv file.<br> 2. &quot;Part 2&quot;: The alloy property of a single MPEA &quot;Ti0.8CoCrFeNiCu&quot; is calculated using the same code, if one needs to calculate them for a single MPEA at a time (as in our GUI application IMCATHEA https://github.com/subediupadesh/IMCATHEA)&nbsp;</p> <p>The repository also consists two &quot;CSV&quot; files:</p> <p>1. &quot;MPEA_data.csv&quot; file is the sample set of 25 collected MEPA observations with their source and phase information in one hot encoding method for which we want to calculate their properties and featurize them.<br> 2. &quot;Featurized_MPEA.csv&quot; file is the processed ready to train file which consists of MPEA, their properties and composition featurized in special order. It is the final file generated by the AutomaticFeaturizerMPEA.pynb python file.</p> <p>&nbsp;</p> <p><strong>(B.) IMCATHEA.zip:</strong>&nbsp;</p> <p>IMCATHEA is a python based Graphical User Interface application capable of detecting the IM phase in a High Entropy Alloy or Multi Principal Element Alloy system using a Neural Network Algorithm.</p> <p>## For Linux User:<br> Python with following libraries are needed to run the GUI application: pymatgen (v2022.0.16), matminer (v0.7.4), tensorflow (v2.2.0), pandas (v1.3.4), numpy (v1.21.2), tkinter (v8.6), sklearn (v1.0.1).</p> <p>&quot;IMCATHEA_GUI.py&quot; also needs 4 extra supporitng files (icon, standardizations, and model) to operate, which will be made available from the author upon reasonable request.&nbsp;</p> <p><br> ## For Windows User:<br> Executable (.exe) file:&nbsp;</p> <p>User can run &quot;IMCATHEA_GUI.exe&quot; wihout any softwares to be installed.</p> <p><br> ## Procedure for using &quot;IMCATHEA&quot; GUI Application:</p> <p>Step 0. Open / Run &quot;IMCATHEA_GUI.py&quot; (for Linux users) &amp; &quot;IMCATHEA_GUI.exe&quot; (for Windows users) file to open the GUI application</p> <p>Step 1. User need to select the No. of Elements/Components in the HEA where IM phase is to be detected, from the dropdown menu at the top left corner.<br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;After selection of element size/number (from 2 to 10),<br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp; &nbsp; &nbsp;<br> Step 2. User can select each element of HEA, one at a time from the drop down menu generated just below &quot;No. of Component&quot; tab</p> <p>Step 3. After selection of each element a blank space is provided just at the right side of selected element tab where user need to enter the corresponding composition/elemental &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; fraction of the element.</p> <p>Step 4. Repeat Step 2-3 until the last element of the HEA and it&#39;s composition/elemental fraction is entered.</p> <p>Step 5. Press &quot;Detect IMC&quot; tab to get the prediction if IM is present in the provided HEA or not along with the physical properties of the entered HEA displayed in the right side of the GUI application.</p> <p>Step 6. If user wants to detect the presence or absence of IM phase for another HEA, user can click on &quot;Restart&quot; tab at the right top side of GUI application to restart the application instantly.</p> <p><br> If the user makes errors while selecting any options from dropdown menu as suggested in Step 1,2,3,4 user can click on &quot;Restart&quot; tab at the right top side of GUI application to restart the application instantly and start the process for prediction again from Step 1.</p> <p>## Video (YouTube) Tutorial for using IMCATHEA:<br> The stepwise process to predict the phase for an example case of &quot;CrNbTiZr&quot; MPEA is shown in the YouTube video tutorial at: https://youtu.be/G3aHE1Wsmgk</p>

opencc-zeroJun 2022View details →
ClinicalTrials.gov36/100

Maintaining Optimal HVNI Delivery Using Automatic Titration of Oxygen in Preterm Infants

ClinicalTrials.gov study NCT05030012. IPD Sharing: NO. Countries: 1. Publications: 2.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Evaluation of Automatic Threshold Algorithms

ClinicalTrials.gov study NCT02097290. IPD Sharing: Not stated. Countries: 1. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Seizure Detection and Automatic Magnet Mode Performance Study

ClinicalTrials.gov study NCT01325623. IPD Sharing: Not stated. Countries: 5. Publications: 2.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Project IMPACT: In-the-Moment Protection From Automatic Capture by Trigger

ClinicalTrials.gov study NCT02579317. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Proactive Automatized Lifestyle Intervention

ClinicalTrials.gov study NCT05365269. IPD Sharing: YES. Countries: 1. Publications: 3.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov36/100

Automatic External Defibrillation Monitoring in Cardiac Arrest

ClinicalTrials.gov study NCT00382928. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Automatic Self Transcending Meditation Versus Treatment as Usual

ClinicalTrials.gov study NCT02149810. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

MADIT-CRT: Multicenter Automatic Defibrillator Implantation With Cardiac Resynchronization Therapy

ClinicalTrials.gov study NCT00180271. IPD Sharing: Not stated. Countries: 1. Publications: 58.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Multicenter Automatic Defibrillator Implantation Trial With Cardiac Resynchronization Therapy Post Approval Registry

ClinicalTrials.gov study NCT01294449. IPD Sharing: Not stated. Countries: 1. Publications: 8.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Multicenter Automatic Defibrillator Implantation Trial With Subcutaneous Implantable Cardioverter Defibrillator

ClinicalTrials.gov study NCT02787785. IPD Sharing: NO. Countries: 7. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Bipap Automatic Servo Ventilation (autoSV) Advanced in Central Apnea Patients

ClinicalTrials.gov study NCT01199042. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Multicenter Automatic Defibrillator Implantation Trial - Reduce Inappropriate Therapy

ClinicalTrials.gov study NCT00947310. IPD Sharing: Not stated. Countries: 1. Publications: 12.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Accuracy Assessment of an Automatic Blood Pressure Measurement Device in Pregnant Women

ClinicalTrials.gov study NCT02319174. IPD Sharing: Not stated. Countries: 1. Publications: 6.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Automatic Control of Total Intravenous Anesthesia (ACTIVA)

ClinicalTrials.gov study NCT04432974. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Multicenter Automatic Defibrillator Implantation Trial - Chemotherapy-Induced Cardiomyopathy

ClinicalTrials.gov study NCT02164721. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Refining mUltiple Artificial intelliGence strateGies for Automatic Pain Assessment Investigations: RUGGI Study

ClinicalTrials.gov study NCT07038434. IPD Sharing: NO. Countries: 1. Publications: 14.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

A Clinical Trial Using Tirzepatide to Help Adults With Type 1 Diabetes Automatically Control Their Blood Sugar

ClinicalTrials.gov study NCT07284511. IPD Sharing: YES. Countries: 2. Publications: 21.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov36/100

Assessment of an Automatic Closed-loop Insulin Delivery System

ClinicalTrials.gov study NCT02366767. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
dryad36/100

LeaData: a novel reference data of digital microscopic leather images for automatic species identification

Open the record for dataset details and reuse information.

publicAug 2024View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.